class GeneralTools:
    """
    A class containing general utility tools.

    This class provides various static methods for common calculations and transformations.
    """
    @staticmethod
    def normalize(tmp_dict):
        """
        Normalize values in dictionary.

        Parameters:
            tmp_dict (dict): A dictionary containing values to be normalized.

        Returns:
            dict: A dictionary with normalized values.
        """
        sum_tmp = sum(tmp_dict.values())
        res = {key: tmp_dict[key] / sum_tmp for key in tmp_dict}
        res = {k: v * 100 for k, v in res.items()}
        return res

    @staticmethod
    def dry_to_wet(dry, materials_chemical_dict):
        """
        Convert dry values to wet values.

        Parameters:
            dry (dict): A dictionary containing dry values.
            materials_chemical_dict (dict): A dictionary containing materials chemical values.

        Returns:
            dict: A dictionary containing wet values.
        """
        wet = {}
        for k, dry_item in dry.items():
            wet[k] = dry_item / (1 - materials_chemical_dict[k]["水份"])
        wet = GeneralTools.normalize(wet)
        return wet

    @staticmethod
    def calc_balance_dry_from_feedback_dry(feedback_dry, process_quality_dict, materials_chemical_dict):
        """
        Calculate balance dry from feedback dry.

        Parameters:
            feedback_dry (dict): A dictionary containing feedback dry values.
            process_quality_dict (dict): A dictionary containing process quality values.
            materials_chemical_dict (dict): A dictionary containing materials chemical values.

        Returns:
            dict: A dictionary containing calculated balance dry values.
        """
        pass

    @staticmethod
    def get_coef_from_pickle():
        """
        Get coefficients from a pickle file.

        Returns:
            dict: A dictionary containing coefficients.
        """
        pass

    @staticmethod
    def convert_float_to_str(dictionary):
        """
        Convert floats in dictionary to strings.

        Parameters:
            dictionary (dict): A dictionary containing float values.

        Returns:
            dict: A dictionary with float values converted to strings.
        """
        pass

    @staticmethod
    def convert_str_to_float(dictionary):
        """
        Convert strings in dictionary to floats.

        Parameters:
            dictionary (dict): A dictionary containing string values.

        Returns:
            dict: A dictionary with string values converted to floats.
        """
        pass

    @staticmethod
    def round_values(d, precision):
        """
        Round values in dictionary to specified precision.

        Parameters:
            d (dict): A dictionary containing values to be rounded.
            precision (int): The number of decimal places to round to.

        Returns:
            dict: A dictionary with rounded values.
        """
        pass

    @staticmethod
    def transform_ci_to_nl(dictionary, name_dict):
        """
        Transform values from chemical indices to names.

        Parameters:
            dictionary (dict): A dictionary containing chemical indices.
            name_dict (dict): A dictionary mapping indices to names.

        Returns:
            dict: A dictionary with values transformed to names.
        """
        pass

    @staticmethod
    def transform_nl_to_ci(dictionary, reverse_name_dict):
        """
        Transform values from names to chemical indices.

        Parameters:
            dictionary (dict): A dictionary containing names.
            reverse_name_dict (dict): A dictionary mapping names to indices.

        Returns:
            dict: A dictionary with values transformed to chemical indices.
        """
        pass

    @staticmethod
    def wet_to_dry(wet, materials_chemical_dict):
        """
        Convert wet values to dry values.

        Parameters:
            wet (dict): A dictionary containing wet values.
            materials_chemical_dict (dict): A dictionary containing materials chemical values.

        Returns:
            dict: A dictionary containing dry values.
        """
        pass


class DataPreprocessing:
    """
    A class containing data preprocessing methods.

    This class provides methods for integrating gypsum into chemical and price dictionaries,
    and for calculating dry price from wet price.
    """

    @staticmethod
    def integrate_gypsum_into_chemical(chemical_dict, gyp_ratio):
        """
        Integrate gypsum into chemical dictionary.

        Parameters:
            chemical_dict (dict): A dictionary containing chemical values.
            gyp_ratio (float): The ratio of gypsum.

        Returns:
            dict: A dictionary with integrated gypsum.
        """
        pass

    @staticmethod
    def integrate_gypsum_into_price(price_dict, gyp_ratio):
        """
        Integrate gypsum into price dictionary.

        Parameters:
            price_dict (dict): A dictionary containing price values.
            gyp_ratio (float): The ratio of gypsum.

        Returns:
            dict: A dictionary with integrated gypsum prices.
        """
        pass

    @staticmethod
    def calc_dry_price_from_wet_price(price_dict, chemical_dict):
        """
        Calculate dry price from wet price.

        Parameters:
            price_dict (dict): A dictionary containing wet price values.
            chemical_dict (dict): A dictionary containing chemical values.

        Returns:
            dict: A dictionary with calculated dry prices.
        """
        pass


class Compensation:
    """
    A class containing compensation calculation methods.
    """

    @staticmethod
    def calc_so3_compensation(so3_lb_bu, so3):
        """
        Calculate SO3 compensation.

        Parameters:
            so3_lb_bu (tuple): Lower and upper bounds for SO3.
            so3 (float): SO3 value.

        Returns:
            float: Calculated SO3 compensation.
        """
        pass

    @staticmethod
    def calc_strength_28d_compensation(strength_28d_lb_ub, strength_28d):
        """
        Calculate 28-day strength compensation.

        Parameters:
            strength_28d_lb_ub (tuple): Lower and upper bounds for 28-day strength.
            strength_28d (float): 28-day strength value.

        Returns:
            float: Calculated 28-day strength compensation.
        """
        pass


class Solver:
    """
    A class containing solver methods.
    """

    @staticmethod
    def create_data_model(price_dict, lb_ub_dict, chemical_dict, clinker_strength, params_3d, params_28d):
        """
        Create data model for batching.

        Parameters:
            price_dict (dict): A dictionary containing price values.
            lb_ub_dict (dict): A dictionary containing lower and upper bounds.
            chemical_dict (dict): A dictionary containing chemical values.
            clinker_strength (float): Clinker strength value.
            params_3d (dict): Parameters for 3-day batching.
            params_28d (dict): Parameters for 28-day batching.

        Returns:
            dict: A data model for batching.
        """
        pass

    @staticmethod
    def get_batching_data(solver, x, chemical_dict, clinker_strength):
        """
        Get batching data from solver.

        Parameters:
            solver: The solver instance.
            x: Some parameter.
            chemical_dict (dict): A dictionary containing chemical values.
            clinker_strength (float): Clinker strength value.

        Returns:
            dict: Batching data.
        """
        pass

    @staticmethod
    def get_solver_result(data):
        """
        Get solver result.

        Parameters:
            data (dict): Data to be processed.

        Returns:
            dict: Solver result.
        """
        pass

    @staticmethod
    def calc_price(wet_basis, wet_price):
        """
        Calculate price.

        Parameters:
            wet_basis (dict): A dictionary containing wet basis values.
            wet_price (dict): A dictionary containing wet price values.

        Returns:
            dict: Calculated prices.
        """
        pass


class Drift:
    """
    A class containing drift calculation methods.
    """

    @staticmethod
    def calc_discharging_drift_diff(before_set_wet, before_feedback_wet, discharging_coef):
        """
        Calculate discharging drift difference.

        Parameters:
            before_set_wet (float): Before set wet value.
            before_feedback_wet (float): Before feedback wet value.
            discharging_coef (float): Discharging coefficient.

        Returns:
            float: Calculated discharging drift difference.
        """
        pass

    @staticmethod
    def calc_discharging_wet_from_preset_wet(preset_wet, discharging_drift_diff):
        """
        Calculate discharging wet value from preset wet value.

        Parameters:
            preset_wet (float): Preset wet value.
            discharging_drift_diff (float): Discharging drift difference.

        Returns:
            float: Calculated discharging wet value.
        """
        pass

    @staticmethod
    def calc_scale_drift_diff(before_feedback_wet, process_quality_dict, materials_chemical_dict, scale_coef):
        """
        Calculate scale drift difference.

        Parameters:
            before_feedback_wet (float): Before feedback wet value.
            process_quality_dict (dict): A dictionary containing process quality values.
            materials_chemical_dict (dict): A dictionary containing materials chemical values.
            scale_coef (float): Scale coefficient.

        Returns:
            float: Calculated scale drift difference.
        """
        pass

    @staticmethod
    def calc_scale_wet_from_discharging_wet(discharging_wet, scale_drift_diff):
        """
        Calculate scale wet value from discharging wet value.

        Parameters:
            discharging_wet (float): Discharging wet value.
            scale_drift_diff (float): Scale drift difference.

        Returns:
            float: Calculated scale wet value.
        """
        pass

    @staticmethod
    def calc_set_wet_from_scale_wet(scale_wet):
        """
        Calculate set wet value from scale wet value.

        Parameters:
            scale_wet (float): Scale wet value.

        Returns:
            float: Calculated set wet value.
        """
        pass


class FluctuationControl:
    """
    A class containing fluctuation control methods.
    """

    @staticmethod
    def is_fluctuation(smart_wet, before_smart_wet, diff_threshold):
        """
        Check if there is fluctuation.

        Parameters:
            smart_wet (float): Smart wet value.
            before_smart_wet (float): Previous smart wet value.
            diff_threshold (float): Difference threshold.

        Returns:
            bool: True if there is fluctuation, False otherwise.
        """
        pass


class Others:
    """
    A class containing other miscellaneous methods.
    """

    @staticmethod
    def cement_batching(params):
        """
        Perform cement batching.

        Parameters:
            params: Some parameters.

        Returns:
            None
        """
        pass

    @staticmethod
    def change_chemical_percent_to_practical():
        """
        Change chemical percent to practical values.

        Parameters:
            None

        Returns:
            None
        """
        pass

    @staticmethod
    def getModelFromGeneral(chemical_dict):
        """
        Get model from general chemical dictionary.

        Parameters:
            chemical_dict (dict): A dictionary containing chemical values.

        Returns:
            None
        """
        pass

    @staticmethod
    def train_log_config():
        """
        Train log configuration.

        Parameters:
            None

        Returns:
            None
        """
        pass


